Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 1615 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 378.6 KiB |
| Average record size in memory | 240.1 B |
Variable types
| NUM | 26 |
|---|---|
| CAT | 2 |
| BOOL | 2 |
Reproduction
| Analysis started | 2020-07-08 08:46:45.129054 |
|---|---|
| Analysis finished | 2020-07-08 08:48:24.836283 |
| Duration | 1 minute and 39.71 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
VolumeCred_CA is highly correlated with VolumeCred | High correlation |
VolumeCred is highly correlated with VolumeCred_CA | High correlation |
TransactionsCred_CA is highly correlated with TransactionsCred | High correlation |
TransactionsCred is highly correlated with TransactionsCred_CA | High correlation |
VolumeDeb_CA is highly correlated with VolumeDeb | High correlation |
VolumeDeb is highly correlated with VolumeDeb_CA | High correlation |
TransactionsDeb_CA is highly correlated with TransactionsDeb | High correlation |
TransactionsDeb is highly correlated with TransactionsDeb_CA | High correlation |
VolumeDebCash_Card is highly skewed (γ1 = 20.57539539) | Skewed |
Client has unique values | Unique |
Tenure has 19 (1.2%) zeros | Zeros |
Count_SA has 1189 (73.6%) zeros | Zeros |
Count_MF has 1309 (81.1%) zeros | Zeros |
Count_CL has 1480 (91.6%) zeros | Zeros |
ActBal_CA has 94 (5.8%) zeros | Zeros |
ActBal_SA has 1205 (74.6%) zeros | Zeros |
ActBal_MF has 1420 (87.9%) zeros | Zeros |
ActBal_OVD has 1495 (92.6%) zeros | Zeros |
ActBal_CC has 1461 (90.5%) zeros | Zeros |
ActBal_CL has 1481 (91.7%) zeros | Zeros |
VolumeCred has 42 (2.6%) zeros | Zeros |
VolumeCred_CA has 58 (3.6%) zeros | Zeros |
TransactionsCred has 42 (2.6%) zeros | Zeros |
TransactionsCred_CA has 58 (3.6%) zeros | Zeros |
VolumeDeb has 94 (5.8%) zeros | Zeros |
VolumeDeb_CA has 100 (6.2%) zeros | Zeros |
VolumeDebCash_Card has 659 (40.8%) zeros | Zeros |
VolumeDebCashless_Card has 733 (45.4%) zeros | Zeros |
VolumeDeb_PaymentOrder has 463 (28.7%) zeros | Zeros |
TransactionsDeb has 94 (5.8%) zeros | Zeros |
TransactionsDeb_CA has 100 (6.2%) zeros | Zeros |
TransactionsDebCash_Card has 659 (40.8%) zeros | Zeros |
TransactionsDebCashless_Card has 733 (45.4%) zeros | Zeros |
TransactionsDeb_PaymentOrder has 463 (28.7%) zeros | Zeros |
| Distinct count | 1615 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 808.0 |
|---|---|
| Minimum | 1 |
| Maximum | 1615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 81.7 |
| Q1 | 404.5 |
| median | 808 |
| Q3 | 1211.5 |
| 95-th percentile | 1534.3 |
| Maximum | 1615 |
| Range | 1614 |
| Interquartile range (IQR) | 807 |
Descriptive statistics
| Standard deviation | 466.3546576 |
|---|---|
| Coefficient of variation (CV) | 0.5771716059 |
| Kurtosis | -1.2 |
| Mean | 808 |
| Median Absolute Deviation (MAD) | 404 |
| Skewness | 0 |
| Sum | 1304920 |
| Variance | 217486.6667 |
| Value | Count | Frequency (%) | |
| 1615 | 1 | 0.1% | |
| 1084 | 1 | 0.1% | |
| 1064 | 1 | 0.1% | |
| 1066 | 1 | 0.1% | |
| 1068 | 1 | 0.1% | |
| 1070 | 1 | 0.1% | |
| 1072 | 1 | 0.1% | |
| 1074 | 1 | 0.1% | |
| 1076 | 1 | 0.1% | |
| 1078 | 1 | 0.1% | |
| Other values (1605) | 1605 | 99.4% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1615 | 1 | 0.1% | |
| 1614 | 1 | 0.1% | |
| 1613 | 1 | 0.1% | |
| 1612 | 1 | 0.1% | |
| 1611 | 1 | 0.1% |
Sex
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 3 |
| Value | Count | Frequency (%) | |
| 0 | 856 | 53.0% | |
| 1 | 756 | 46.8% | |
| 2 | 3 | 0.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Age
Real number (ℝ≥0)
| Distinct count | 94 |
|---|---|
| Unique (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.84891640866873 |
|---|---|
| Minimum | 0 |
| Maximum | 97 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 29 |
| median | 41 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 97 |
| Range | 97 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 18.5505294 |
|---|---|
| Coefficient of variation (CV) | 0.4329287869 |
| Kurtosis | -0.5551439501 |
| Mean | 42.84891641 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.1792470986 |
| Sum | 69201 |
| Variance | 344.122141 |
| Value | Count | Frequency (%) | |
| 40 | 41 | 2.5% | |
| 39 | 41 | 2.5% | |
| 26 | 37 | 2.3% | |
| 27 | 37 | 2.3% | |
| 37 | 37 | 2.3% | |
| 32 | 36 | 2.2% | |
| 29 | 34 | 2.1% | |
| 38 | 34 | 2.1% | |
| 30 | 33 | 2.0% | |
| 34 | 33 | 2.0% | |
| Other values (84) | 1252 | 77.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.1% | |
| 1 | 6 | 0.4% | |
| 2 | 5 | 0.3% | |
| 3 | 3 | 0.2% | |
| 4 | 9 | 0.6% |
| Value | Count | Frequency (%) | |
| 97 | 1 | 0.1% | |
| 94 | 1 | 0.1% | |
| 93 | 1 | 0.1% | |
| 92 | 1 | 0.1% | |
| 90 | 1 | 0.1% |
| Distinct count | 248 |
|---|---|
| Unique (%) | 15.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.33993808049536 |
|---|---|
| Minimum | 0 |
| Maximum | 273 |
| Zeros | 19 |
| Zeros (%) | 1.2% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 44 |
| median | 97 |
| Q3 | 151 |
| 95-th percentile | 205 |
| Maximum | 273 |
| Range | 273 |
| Interquartile range (IQR) | 107 |
Descriptive statistics
| Standard deviation | 64.91729737 |
|---|---|
| Coefficient of variation (CV) | 0.6405894715 |
| Kurtosis | -0.9853661042 |
| Mean | 101.3399381 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | 0.1903179728 |
| Sum | 163664 |
| Variance | 4214.255498 |
| Value | Count | Frequency (%) | |
| 150 | 70 | 4.3% | |
| 151 | 63 | 3.9% | |
| 152 | 49 | 3.0% | |
| 181 | 36 | 2.2% | |
| 149 | 32 | 2.0% | |
| 0 | 19 | 1.2% | |
| 20 | 18 | 1.1% | |
| 33 | 16 | 1.0% | |
| 8 | 16 | 1.0% | |
| 176 | 14 | 0.9% | |
| Other values (238) | 1282 | 79.4% |
| Value | Count | Frequency (%) | |
| 0 | 19 | 1.2% | |
| 1 | 7 | 0.4% | |
| 2 | 9 | 0.6% | |
| 3 | 10 | 0.6% | |
| 4 | 8 | 0.5% |
| Value | Count | Frequency (%) | |
| 273 | 1 | 0.1% | |
| 271 | 1 | 0.1% | |
| 268 | 1 | 0.1% | |
| 267 | 1 | 0.1% | |
| 266 | 1 | 0.1% |
Count_CA
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 1 | |
|---|---|
| 2 | 77 |
| 3 | 19 |
| 4 | 4 |
| Value | Count | Frequency (%) | |
| 1 | 1515 | 93.8% | |
| 2 | 77 | 4.8% | |
| 3 | 19 | 1.2% | |
| 4 | 4 | 0.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3077399380804954 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.0 |
| Zeros | 1189 |
| Zeros (%) | 73.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5676388905 |
|---|---|
| Coefficient of variation (CV) | 1.844540862 |
| Kurtosis | 6.141804467 |
| Mean | 0.3077399381 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.115775757 |
| Sum | 497 |
| Variance | 0.32221391 |
| Value | Count | Frequency (%) | |
| 0 | 1189 | 73.6% | |
| 1 | 369 | 22.8% | |
| 2 | 45 | 2.8% | |
| 3 | 11 | 0.7% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1189 | 73.6% | |
| 1 | 369 | 22.8% | |
| 2 | 45 | 2.8% | |
| 3 | 11 | 0.7% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | 0.1% | |
| 3 | 11 | 0.7% | |
| 2 | 45 | 2.8% | |
| 1 | 369 | 22.8% | |
| 0 | 1189 | 73.6% |
| Distinct count | 30 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8860681114551083 |
|---|---|
| Minimum | 0.0 |
| Maximum | 79.0 |
| Zeros | 1309 |
| Zeros (%) | 81.1% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 79 |
| Range | 79 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 3.871786274 |
|---|---|
| Coefficient of variation (CV) | 4.369626019 |
| Kurtosis | 169.3170164 |
| Mean | 0.8860681115 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.03108251 |
| Sum | 1431 |
| Variance | 14.99072895 |
| Value | Count | Frequency (%) | |
| 0 | 1309 | 81.1% | |
| 1 | 102 | 6.3% | |
| 2 | 53 | 3.3% | |
| 3 | 42 | 2.6% | |
| 4 | 31 | 1.9% | |
| 6 | 14 | 0.9% | |
| 5 | 14 | 0.9% | |
| 7 | 10 | 0.6% | |
| 11 | 6 | 0.4% | |
| 8 | 5 | 0.3% | |
| Other values (20) | 29 | 1.8% |
| Value | Count | Frequency (%) | |
| 0 | 1309 | 81.1% | |
| 1 | 102 | 6.3% | |
| 2 | 53 | 3.3% | |
| 3 | 42 | 2.6% | |
| 4 | 31 | 1.9% |
| Value | Count | Frequency (%) | |
| 79 | 1 | 0.1% | |
| 64 | 1 | 0.1% | |
| 45 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 32 | 1 | 0.1% |
Count_OVD
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1196 | 74.1% | |
| 1 | 419 | 25.9% |
Count_CC
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.6 KiB |
| 0 | |
|---|---|
| 1 | 170 |
| Value | Count | Frequency (%) | |
| 0 | 1445 | 89.5% | |
| 1 | 170 | 10.5% |
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09907120743034056 |
|---|---|
| Minimum | 0.0 |
| Maximum | 5.0 |
| Zeros | 1480 |
| Zeros (%) | 91.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3608373564 |
|---|---|
| Coefficient of variation (CV) | 3.642202066 |
| Kurtosis | 34.28049764 |
| Mean | 0.09907120743 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.832215521 |
| Sum | 160 |
| Variance | 0.1302035978 |
| Value | Count | Frequency (%) | |
| 0 | 1480 | 91.6% | |
| 1 | 115 | 7.1% | |
| 2 | 17 | 1.1% | |
| 3 | 2 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1480 | 91.6% | |
| 1 | 115 | 7.1% | |
| 2 | 17 | 1.1% | |
| 3 | 2 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | 0.1% | |
| 3 | 2 | 0.1% | |
| 2 | 17 | 1.1% | |
| 1 | 115 | 7.1% | |
| 0 | 1480 | 91.6% |
| Distinct count | 1514 |
|---|---|
| Unique (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2438.601940513048 |
|---|---|
| Minimum | 0.0 |
| Maximum | 171575.88964285716 |
| Zeros | 94 |
| Zeros (%) | 5.8% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 61.56214286 |
| median | 462.2217857 |
| Q3 | 2174.864286 |
| 95-th percentile | 10632.11825 |
| Maximum | 171575.8896 |
| Range | 171575.8896 |
| Interquartile range (IQR) | 2113.302143 |
Descriptive statistics
| Standard deviation | 7072.77735 |
|---|---|
| Coefficient of variation (CV) | 2.900341065 |
| Kurtosis | 221.4121637 |
| Mean | 2438.601941 |
| Median Absolute Deviation (MAD) | 456.1639286 |
| Skewness | 11.52805078 |
| Sum | 3938342.134 |
| Variance | 50024179.44 |
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 28.57142857 | 3 | 0.2% | |
| 7.142857143 | 2 | 0.1% | |
| 35.71428571 | 2 | 0.1% | |
| 0.3882142857 | 2 | 0.1% | |
| 0.0003571428571 | 2 | 0.1% | |
| 178.5714286 | 2 | 0.1% | |
| 142.8571429 | 2 | 0.1% | |
| 4.55 | 1 | 0.1% | |
| 379.3485714 | 1 | 0.1% | |
| Other values (1504) | 1504 | 93.1% |
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 0.0003571428571 | 2 | 0.1% | |
| 0.001428571429 | 1 | 0.1% | |
| 0.002142857143 | 1 | 0.1% | |
| 0.01035714286 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 171575.8896 | 1 | 0.1% | |
| 74934.95607 | 1 | 0.1% | |
| 60226.14179 | 1 | 0.1% | |
| 55934.02036 | 1 | 0.1% | |
| 55383.79786 | 1 | 0.1% |
| Distinct count | 411 |
|---|---|
| Unique (%) | 25.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4009.8127808491818 |
|---|---|
| Minimum | 0.0 |
| Maximum | 389883.8307142857 |
| Zeros | 1205 |
| Zeros (%) | 74.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.01 |
| 95-th percentile | 20632.69264 |
| Maximum | 389883.8307 |
| Range | 389883.8307 |
| Interquartile range (IQR) | 0.01 |
Descriptive statistics
| Standard deviation | 17909.06155 |
|---|---|
| Coefficient of variation (CV) | 4.466308659 |
| Kurtosis | 166.5740119 |
| Mean | 4009.812781 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.5017382 |
| Sum | 6475847.641 |
| Variance | 320734485.4 |
| Value | Count | Frequency (%) | |
| 0 | 1205 | 74.6% | |
| 0.4810714286 | 1 | 0.1% | |
| 5352.294286 | 1 | 0.1% | |
| 16144.00214 | 1 | 0.1% | |
| 5069.315714 | 1 | 0.1% | |
| 5384.086429 | 1 | 0.1% | |
| 3930.255 | 1 | 0.1% | |
| 35768.38857 | 1 | 0.1% | |
| 24364.765 | 1 | 0.1% | |
| 7139.7625 | 1 | 0.1% | |
| Other values (401) | 401 | 24.8% |
| Value | Count | Frequency (%) | |
| 0 | 1205 | 74.6% | |
| 0.0007142857143 | 1 | 0.1% | |
| 0.001428571429 | 1 | 0.1% | |
| 0.001785714286 | 1 | 0.1% | |
| 0.007142857143 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 389883.8307 | 1 | 0.1% | |
| 219368.6464 | 1 | 0.1% | |
| 191591.1896 | 1 | 0.1% | |
| 173499.8629 | 1 | 0.1% | |
| 128617.5911 | 1 | 0.1% |
| Distinct count | 190 |
|---|---|
| Unique (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3887.5326592215833 |
|---|---|
| Minimum | 0.0 |
| Maximum | 761235.5042857144 |
| Zeros | 1420 |
| Zeros (%) | 87.9% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 10443.76093 |
| Maximum | 761235.5043 |
| Range | 761235.5043 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 34868.01017 |
|---|---|
| Coefficient of variation (CV) | 8.969187715 |
| Kurtosis | 311.2991156 |
| Mean | 3887.532659 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 16.60253721 |
| Sum | 6278365.245 |
| Variance | 1215778133 |
| Value | Count | Frequency (%) | |
| 0 | 1420 | 87.9% | |
| 14285.71429 | 3 | 0.2% | |
| 308.8821429 | 3 | 0.2% | |
| 23214.28571 | 2 | 0.1% | |
| 169.6746429 | 2 | 0.1% | |
| 3020.640714 | 1 | 0.1% | |
| 62103.26857 | 1 | 0.1% | |
| 11342.54571 | 1 | 0.1% | |
| 4107.860357 | 1 | 0.1% | |
| 5560.714286 | 1 | 0.1% | |
| Other values (180) | 180 | 11.1% |
| Value | Count | Frequency (%) | |
| 0 | 1420 | 87.9% | |
| 17.72857143 | 1 | 0.1% | |
| 107.2517857 | 1 | 0.1% | |
| 113.2167857 | 1 | 0.1% | |
| 125.1257143 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 761235.5043 | 1 | 0.1% | |
| 714285.7143 | 1 | 0.1% | |
| 579084.1079 | 1 | 0.1% | |
| 446183.4232 | 1 | 0.1% | |
| 314723.165 | 1 | 0.1% |
| Distinct count | 121 |
|---|---|
| Unique (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.80650574966829 |
|---|---|
| Minimum | 0.0 |
| Maximum | 2055.325357142857 |
| Zeros | 1495 |
| Zeros (%) | 92.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 199.057 |
| Maximum | 2055.325357 |
| Range | 2055.325357 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 157.9264288 |
|---|---|
| Coefficient of variation (CV) | 4.813875333 |
| Kurtosis | 55.8318783 |
| Mean | 32.80650575 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.744763711 |
| Sum | 52982.50679 |
| Variance | 24940.75691 |
| Value | Count | Frequency (%) | |
| 0 | 1495 | 92.6% | |
| 901.6160714 | 1 | 0.1% | |
| 104.0114286 | 1 | 0.1% | |
| 246.5178571 | 1 | 0.1% | |
| 676.7528571 | 1 | 0.1% | |
| 531.6296429 | 1 | 0.1% | |
| 31.5575 | 1 | 0.1% | |
| 40.25714286 | 1 | 0.1% | |
| 874.18 | 1 | 0.1% | |
| 248.4846429 | 1 | 0.1% | |
| Other values (111) | 111 | 6.9% |
| Value | Count | Frequency (%) | |
| 0 | 1495 | 92.6% | |
| 0.6946428571 | 1 | 0.1% | |
| 8.445 | 1 | 0.1% | |
| 8.868928571 | 1 | 0.1% | |
| 12.34 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2055.325357 | 1 | 0.1% | |
| 1776.065357 | 1 | 0.1% | |
| 1670.280714 | 1 | 0.1% | |
| 1568.879643 | 1 | 0.1% | |
| 1459.457143 | 1 | 0.1% |
| Distinct count | 121 |
|---|---|
| Unique (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.97846528084918 |
|---|---|
| Minimum | -15.479285714285714 |
| Maximum | 3522.233571428572 |
| Zeros | 1461 |
| Zeros (%) | 90.5% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | -15.47928571 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 213.5798929 |
| Maximum | 3522.233571 |
| Range | 3537.712857 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 190.8695924 |
|---|---|
| Coefficient of variation (CV) | 5.161641809 |
| Kurtosis | 99.62910469 |
| Mean | 36.97846528 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.255315915 |
| Sum | 59720.22143 |
| Variance | 36431.20132 |
| Value | Count | Frequency (%) | |
| 0 | 1461 | 90.5% | |
| 0.7142857143 | 11 | 0.7% | |
| 2.357142857 | 11 | 0.7% | |
| 1.178571429 | 7 | 0.4% | |
| 1.428571429 | 6 | 0.4% | |
| 0.4642857143 | 3 | 0.2% | |
| 1.785714286 | 2 | 0.1% | |
| 212.1153571 | 1 | 0.1% | |
| 627.8571429 | 1 | 0.1% | |
| -15.47928571 | 1 | 0.1% | |
| Other values (111) | 111 | 6.9% |
| Value | Count | Frequency (%) | |
| -15.47928571 | 1 | 0.1% | |
| -8.283214286 | 1 | 0.1% | |
| -7.738214286 | 1 | 0.1% | |
| -4.464285714 | 1 | 0.1% | |
| -1.428571429 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3522.233571 | 1 | 0.1% | |
| 2382.946071 | 1 | 0.1% | |
| 1767.785357 | 1 | 0.1% | |
| 1529.058929 | 1 | 0.1% | |
| 1400.918571 | 1 | 0.1% |
| Distinct count | 135 |
|---|---|
| Unique (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 354.23013467492257 |
|---|---|
| Minimum | 0.0 |
| Maximum | 20749.29464285714 |
| Zeros | 1481 |
| Zeros (%) | 91.7% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2198.358179 |
| Maximum | 20749.29464 |
| Range | 20749.29464 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1678.743095 |
|---|---|
| Coefficient of variation (CV) | 4.739131234 |
| Kurtosis | 49.45970124 |
| Mean | 354.2301347 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.484250485 |
| Sum | 572081.6675 |
| Variance | 2818178.38 |
| Value | Count | Frequency (%) | |
| 0 | 1481 | 91.7% | |
| 4250.116786 | 1 | 0.1% | |
| 117.6539286 | 1 | 0.1% | |
| 1621.421786 | 1 | 0.1% | |
| 2953.8125 | 1 | 0.1% | |
| 1038.696786 | 1 | 0.1% | |
| 360.3546429 | 1 | 0.1% | |
| 7570.783929 | 1 | 0.1% | |
| 930.3571429 | 1 | 0.1% | |
| 9115.112857 | 1 | 0.1% | |
| Other values (125) | 125 | 7.7% |
| Value | Count | Frequency (%) | |
| 0 | 1481 | 91.7% | |
| 63.80321429 | 1 | 0.1% | |
| 117.6539286 | 1 | 0.1% | |
| 120.6760714 | 1 | 0.1% | |
| 194.8039286 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 20749.29464 | 1 | 0.1% | |
| 17300.48964 | 1 | 0.1% | |
| 17062.32429 | 1 | 0.1% | |
| 14708.57143 | 1 | 0.1% | |
| 14516.52429 | 1 | 0.1% |
| Distinct count | 1490 |
|---|---|
| Unique (%) | 92.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1791.9436782397167 |
|---|---|
| Minimum | 0.0 |
| Maximum | 107703.80428571427 |
| Zeros | 42 |
| Zeros (%) | 2.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.001071428571 |
| Q1 | 214.2860714 |
| median | 639.4228571 |
| Q3 | 1406.373214 |
| 95-th percentile | 5960.831929 |
| Maximum | 107703.8043 |
| Range | 107703.8043 |
| Interquartile range (IQR) | 1192.087143 |
Descriptive statistics
| Standard deviation | 5818.571603 |
|---|---|
| Coefficient of variation (CV) | 3.247072814 |
| Kurtosis | 165.0604121 |
| Mean | 1791.943678 |
| Median Absolute Deviation (MAD) | 532.2796429 |
| Skewness | 11.24170399 |
| Sum | 2893989.04 |
| Variance | 33855775.49 |
| Value | Count | Frequency (%) | |
| 0 | 42 | 2.6% | |
| 0.0003571428571 | 25 | 1.5% | |
| 0.001071428571 | 9 | 0.6% | |
| 0.0007142857143 | 7 | 0.4% | |
| 0.007142857143 | 6 | 0.4% | |
| 0.001785714286 | 5 | 0.3% | |
| 107.1432143 | 4 | 0.2% | |
| 0.001428571429 | 4 | 0.2% | |
| 0.002142857143 | 3 | 0.2% | |
| 0.009642857143 | 3 | 0.2% | |
| Other values (1480) | 1507 | 93.3% |
| Value | Count | Frequency (%) | |
| 0 | 42 | 2.6% | |
| 0.0003571428571 | 25 | 1.5% | |
| 0.0007142857143 | 7 | 0.4% | |
| 0.001071428571 | 9 | 0.6% | |
| 0.001428571429 | 4 | 0.2% |
| Value | Count | Frequency (%) | |
| 107703.8043 | 1 | 0.1% | |
| 98717.675 | 1 | 0.1% | |
| 90124.60964 | 1 | 0.1% | |
| 68371.54214 | 1 | 0.1% | |
| 46756.54071 | 1 | 0.1% |
| Distinct count | 1432 |
|---|---|
| Unique (%) | 88.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1480.2131904024766 |
|---|---|
| Minimum | 0.0 |
| Maximum | 98717.675 |
| Zeros | 58 |
| Zeros (%) | 3.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0003571428571 |
| Q1 | 192.0483929 |
| median | 601.4339286 |
| Q3 | 1288.683929 |
| 95-th percentile | 4498.145286 |
| Maximum | 98717.675 |
| Range | 98717.675 |
| Interquartile range (IQR) | 1096.635536 |
Descriptive statistics
| Standard deviation | 4625.10769 |
|---|---|
| Coefficient of variation (CV) | 3.124622669 |
| Kurtosis | 192.1602766 |
| Mean | 1480.21319 |
| Median Absolute Deviation (MAD) | 494.2875 |
| Skewness | 11.98514851 |
| Sum | 2390544.302 |
| Variance | 21391621.15 |
| Value | Count | Frequency (%) | |
| 0 | 58 | 3.6% | |
| 0.0003571428571 | 34 | 2.1% | |
| 0.001071428571 | 13 | 0.8% | |
| 0.0007142857143 | 8 | 0.5% | |
| 0.007142857143 | 7 | 0.4% | |
| 0.001785714286 | 7 | 0.4% | |
| 0.002857142857 | 6 | 0.4% | |
| 0.0075 | 5 | 0.3% | |
| 107.1432143 | 4 | 0.2% | |
| 0.003214285714 | 4 | 0.2% | |
| Other values (1422) | 1469 | 91.0% |
| Value | Count | Frequency (%) | |
| 0 | 58 | 3.6% | |
| 0.0003571428571 | 34 | 2.1% | |
| 0.0007142857143 | 8 | 0.5% | |
| 0.001071428571 | 13 | 0.8% | |
| 0.001428571429 | 3 | 0.2% |
| Value | Count | Frequency (%) | |
| 98717.675 | 1 | 0.1% | |
| 68667.5525 | 1 | 0.1% | |
| 66908.95107 | 1 | 0.1% | |
| 54128.37929 | 1 | 0.1% | |
| 46714.29214 | 1 | 0.1% |
| Distinct count | 45 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.445820433436532 |
|---|---|
| Minimum | 0.0 |
| Maximum | 63.0 |
| Zeros | 42 |
| Zeros (%) | 2.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 6 |
| 95-th percentile | 19 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 6.341432047 |
|---|---|
| Coefficient of variation (CV) | 1.164458528 |
| Kurtosis | 14.43840609 |
| Mean | 5.445820433 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.273911883 |
| Sum | 8795 |
| Variance | 40.2137604 |
| Value | Count | Frequency (%) | |
| 2 | 357 | 22.1% | |
| 3 | 287 | 17.8% | |
| 4 | 196 | 12.1% | |
| 1 | 154 | 9.5% | |
| 5 | 128 | 7.9% | |
| 6 | 94 | 5.8% | |
| 7 | 60 | 3.7% | |
| 8 | 46 | 2.8% | |
| 0 | 42 | 2.6% | |
| 9 | 36 | 2.2% | |
| Other values (35) | 215 | 13.3% |
| Value | Count | Frequency (%) | |
| 0 | 42 | 2.6% | |
| 1 | 154 | 9.5% | |
| 2 | 357 | 22.1% | |
| 3 | 287 | 17.8% | |
| 4 | 196 | 12.1% |
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.1% | |
| 56 | 1 | 0.1% | |
| 44 | 1 | 0.1% | |
| 43 | 1 | 0.1% | |
| 42 | 1 | 0.1% |
| Distinct count | 36 |
|---|---|
| Unique (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1913312693498455 |
|---|---|
| Minimum | 0.0 |
| Maximum | 48.0 |
| Zeros | 58 |
| Zeros (%) | 3.6% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 14 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.93249842 |
|---|---|
| Coefficient of variation (CV) | 1.17683335 |
| Kurtosis | 15.75007973 |
| Mean | 4.191331269 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 3.553063444 |
| Sum | 6769 |
| Variance | 24.32954067 |
| Value | Count | Frequency (%) | |
| 2 | 467 | 28.9% | |
| 3 | 307 | 19.0% | |
| 1 | 203 | 12.6% | |
| 4 | 186 | 11.5% | |
| 5 | 121 | 7.5% | |
| 6 | 59 | 3.7% | |
| 0 | 58 | 3.6% | |
| 8 | 32 | 2.0% | |
| 7 | 30 | 1.9% | |
| 10 | 21 | 1.3% | |
| Other values (26) | 131 | 8.1% |
| Value | Count | Frequency (%) | |
| 0 | 58 | 3.6% | |
| 1 | 203 | 12.6% | |
| 2 | 467 | 28.9% | |
| 3 | 307 | 19.0% | |
| 4 | 186 | 11.5% |
| Value | Count | Frequency (%) | |
| 48 | 1 | 0.1% | |
| 37 | 1 | 0.1% | |
| 36 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 33 | 3 | 0.2% |
| Distinct count | 1439 |
|---|---|
| Unique (%) | 89.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1667.793195488722 |
|---|---|
| Minimum | 0.0 |
| Maximum | 119906.50392857144 |
| Zeros | 94 |
| Zeros (%) | 5.8% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 201.8528571 |
| median | 641.8660714 |
| Q3 | 1387.913393 |
| 95-th percentile | 5551.514607 |
| Maximum | 119906.5039 |
| Range | 119906.5039 |
| Interquartile range (IQR) | 1186.060536 |
Descriptive statistics
| Standard deviation | 5143.402322 |
|---|---|
| Coefficient of variation (CV) | 3.083956893 |
| Kurtosis | 209.9109184 |
| Mean | 1667.793195 |
| Median Absolute Deviation (MAD) | 533.8803571 |
| Skewness | 11.94464244 |
| Sum | 2693486.011 |
| Variance | 26454587.44 |
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 1.964285714 | 35 | 2.2% | |
| 3.392857143 | 14 | 0.9% | |
| 0.8928571429 | 14 | 0.9% | |
| 0.8939285714 | 9 | 0.6% | |
| 14.28571429 | 3 | 0.2% | |
| 17.85714286 | 2 | 0.1% | |
| 53.57142857 | 2 | 0.1% | |
| 1.428571429 | 2 | 0.1% | |
| 35.71428571 | 2 | 0.1% | |
| Other values (1429) | 1438 | 89.0% |
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 0.005 | 1 | 0.1% | |
| 0.008928571429 | 1 | 0.1% | |
| 0.02857142857 | 1 | 0.1% | |
| 0.2889285714 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 119906.5039 | 1 | 0.1% | |
| 64608.36143 | 1 | 0.1% | |
| 59500.9325 | 1 | 0.1% | |
| 44782.18607 | 1 | 0.1% | |
| 44078.18393 | 1 | 0.1% |
| Distinct count | 1425 |
|---|---|
| Unique (%) | 88.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1434.8866919504646 |
|---|---|
| Minimum | 0.0 |
| Maximum | 73477.93250000001 |
| Zeros | 100 |
| Zeros (%) | 6.2% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 188.5982143 |
| median | 607.8214286 |
| Q3 | 1309.140893 |
| 95-th percentile | 4209.422429 |
| Maximum | 73477.9325 |
| Range | 73477.9325 |
| Interquartile range (IQR) | 1120.542679 |
Descriptive statistics
| Standard deviation | 4248.350539 |
|---|---|
| Coefficient of variation (CV) | 2.960756806 |
| Kurtosis | 127.4040695 |
| Mean | 1434.886692 |
| Median Absolute Deviation (MAD) | 504.25 |
| Skewness | 10.03800148 |
| Sum | 2317342.008 |
| Variance | 18048482.3 |
| Value | Count | Frequency (%) | |
| 0 | 100 | 6.2% | |
| 1.964285714 | 36 | 2.2% | |
| 3.392857143 | 15 | 0.9% | |
| 0.8928571429 | 15 | 0.9% | |
| 0.8939285714 | 10 | 0.6% | |
| 14.28571429 | 4 | 0.2% | |
| 67.85714286 | 3 | 0.2% | |
| 714.2857143 | 2 | 0.1% | |
| 21.42857143 | 2 | 0.1% | |
| 5.535714286 | 2 | 0.1% | |
| Other values (1415) | 1426 | 88.3% |
| Value | Count | Frequency (%) | |
| 0 | 100 | 6.2% | |
| 0.0003571428571 | 1 | 0.1% | |
| 0.005 | 1 | 0.1% | |
| 0.7142857143 | 1 | 0.1% | |
| 0.8921428571 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 73477.9325 | 1 | 0.1% | |
| 64178.18536 | 1 | 0.1% | |
| 59500.9325 | 1 | 0.1% | |
| 44782.18607 | 1 | 0.1% | |
| 44078.18393 | 1 | 0.1% |
| Distinct count | 261 |
|---|---|
| Unique (%) | 16.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 253.46535869084477 |
|---|---|
| Minimum | 0.0 |
| Maximum | 23571.42857142857 |
| Zeros | 659 |
| Zeros (%) | 40.8% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 71.42857143 |
| Q3 | 342.8571429 |
| 95-th percentile | 857.1428571 |
| Maximum | 23571.42857 |
| Range | 23571.42857 |
| Interquartile range (IQR) | 342.8571429 |
Descriptive statistics
| Standard deviation | 751.8874198 |
|---|---|
| Coefficient of variation (CV) | 2.966430694 |
| Kurtosis | 592.484666 |
| Mean | 253.4653587 |
| Median Absolute Deviation (MAD) | 71.42857143 |
| Skewness | 20.57539539 |
| Sum | 409346.5543 |
| Variance | 565334.692 |
| Value | Count | Frequency (%) | |
| 0 | 659 | 40.8% | |
| 178.5714286 | 59 | 3.7% | |
| 357.1428571 | 48 | 3.0% | |
| 71.42857143 | 29 | 1.8% | |
| 535.7142857 | 27 | 1.7% | |
| 35.71428571 | 26 | 1.6% | |
| 107.1428571 | 26 | 1.6% | |
| 285.7142857 | 25 | 1.5% | |
| 53.57142857 | 24 | 1.5% | |
| 214.2857143 | 22 | 1.4% | |
| Other values (251) | 670 | 41.5% |
| Value | Count | Frequency (%) | |
| 0 | 659 | 40.8% | |
| 3.571428571 | 2 | 0.1% | |
| 7.142857143 | 5 | 0.3% | |
| 10.71428571 | 7 | 0.4% | |
| 14.28571429 | 10 | 0.6% |
| Value | Count | Frequency (%) | |
| 23571.42857 | 1 | 0.1% | |
| 9714.285714 | 1 | 0.1% | |
| 6428.571429 | 1 | 0.1% | |
| 4513.758929 | 1 | 0.1% | |
| 3535.714286 | 1 | 0.1% |
| Distinct count | 874 |
|---|---|
| Unique (%) | 54.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 148.23503825740823 |
|---|---|
| Minimum | 0.0 |
| Maximum | 3637.616785714286 |
| Zeros | 733 |
| Zeros (%) | 45.4% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 16.48214286 |
| Q3 | 174.1696429 |
| 95-th percentile | 670.8960714 |
| Maximum | 3637.616786 |
| Range | 3637.616786 |
| Interquartile range (IQR) | 174.1696429 |
Descriptive statistics
| Standard deviation | 309.8478018 |
|---|---|
| Coefficient of variation (CV) | 2.090246716 |
| Kurtosis | 39.79399338 |
| Mean | 148.2350383 |
| Median Absolute Deviation (MAD) | 16.48214286 |
| Skewness | 5.073639949 |
| Sum | 239399.5868 |
| Variance | 96005.66031 |
| Value | Count | Frequency (%) | |
| 0 | 733 | 45.4% | |
| 10.71428571 | 4 | 0.2% | |
| 14.28571429 | 3 | 0.2% | |
| 46.39285714 | 2 | 0.1% | |
| 32.14285714 | 2 | 0.1% | |
| 7.107142857 | 2 | 0.1% | |
| 155.6428571 | 2 | 0.1% | |
| 31.755 | 1 | 0.1% | |
| 64.50357143 | 1 | 0.1% | |
| 174.0464286 | 1 | 0.1% | |
| Other values (864) | 864 | 53.5% |
| Value | Count | Frequency (%) | |
| 0 | 733 | 45.4% | |
| 0.8903571429 | 1 | 0.1% | |
| 1.067857143 | 1 | 0.1% | |
| 1.789285714 | 1 | 0.1% | |
| 2.05 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3637.616786 | 1 | 0.1% | |
| 3635.701429 | 1 | 0.1% | |
| 3335.426071 | 1 | 0.1% | |
| 3292.765 | 1 | 0.1% | |
| 2470.335714 | 1 | 0.1% |
| Distinct count | 1066 |
|---|---|
| Unique (%) | 66.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 703.5617430340557 |
|---|---|
| Minimum | 0.0 |
| Maximum | 72278.78214285713 |
| Zeros | 463 |
| Zeros (%) | 28.7% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 170.7142857 |
| Q3 | 495.2880357 |
| 95-th percentile | 2160.450286 |
| Maximum | 72278.78214 |
| Range | 72278.78214 |
| Interquartile range (IQR) | 495.2880357 |
Descriptive statistics
| Standard deviation | 3188.467264 |
|---|---|
| Coefficient of variation (CV) | 4.531894031 |
| Kurtosis | 263.2064008 |
| Mean | 703.561743 |
| Median Absolute Deviation (MAD) | 170.7142857 |
| Skewness | 14.32428222 |
| Sum | 1136252.215 |
| Variance | 10166323.49 |
| Value | Count | Frequency (%) | |
| 0 | 463 | 28.7% | |
| 35.71428571 | 11 | 0.7% | |
| 17.85714286 | 10 | 0.6% | |
| 10.71428571 | 7 | 0.4% | |
| 71.42857143 | 7 | 0.4% | |
| 357.1428571 | 5 | 0.3% | |
| 107.1428571 | 5 | 0.3% | |
| 21.42857143 | 4 | 0.2% | |
| 132.1428571 | 4 | 0.2% | |
| 53.57142857 | 4 | 0.2% | |
| Other values (1056) | 1095 | 67.8% |
| Value | Count | Frequency (%) | |
| 0 | 463 | 28.7% | |
| 0.005 | 1 | 0.1% | |
| 0.03571428571 | 1 | 0.1% | |
| 0.7142857143 | 1 | 0.1% | |
| 1.071428571 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 72278.78214 | 1 | 0.1% | |
| 61955.10393 | 1 | 0.1% | |
| 35714.28571 | 1 | 0.1% | |
| 30069.69643 | 1 | 0.1% | |
| 27129.21429 | 1 | 0.1% |
| Distinct count | 86 |
|---|---|
| Unique (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.729411764705882 |
|---|---|
| Minimum | 0.0 |
| Maximum | 102.0 |
| Zeros | 94 |
| Zeros (%) | 5.8% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 11 |
| Q3 | 22 |
| 95-th percentile | 48 |
| Maximum | 102 |
| Range | 102 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 16.23710532 |
|---|---|
| Coefficient of variation (CV) | 1.032276703 |
| Kurtosis | 4.084567854 |
| Mean | 15.72941176 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.817641998 |
| Sum | 25403 |
| Variance | 263.6435892 |
| Value | Count | Frequency (%) | |
| 1 | 107 | 6.6% | |
| 0 | 94 | 5.8% | |
| 3 | 86 | 5.3% | |
| 2 | 83 | 5.1% | |
| 6 | 74 | 4.6% | |
| 4 | 70 | 4.3% | |
| 5 | 67 | 4.1% | |
| 7 | 63 | 3.9% | |
| 9 | 55 | 3.4% | |
| 8 | 52 | 3.2% | |
| Other values (76) | 864 | 53.5% |
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 1 | 107 | 6.6% | |
| 2 | 83 | 5.1% | |
| 3 | 86 | 5.3% | |
| 4 | 70 | 4.3% |
| Value | Count | Frequency (%) | |
| 102 | 1 | 0.1% | |
| 99 | 1 | 0.1% | |
| 96 | 2 | 0.1% | |
| 95 | 1 | 0.1% | |
| 92 | 1 | 0.1% |
| Distinct count | 71 |
|---|---|
| Unique (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.360990712074303 |
|---|---|
| Minimum | 0.0 |
| Maximum | 83.0 |
| Zeros | 100 |
| Zeros (%) | 6.2% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 10 |
| Q3 | 19 |
| 95-th percentile | 39 |
| Maximum | 83 |
| Range | 83 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.98418021 |
|---|---|
| Coefficient of variation (CV) | 0.9717977127 |
| Kurtosis | 3.712271308 |
| Mean | 13.36099071 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.693030528 |
| Sum | 21578 |
| Variance | 168.5889358 |
| Value | Count | Frequency (%) | |
| 1 | 118 | 7.3% | |
| 0 | 100 | 6.2% | |
| 3 | 90 | 5.6% | |
| 2 | 86 | 5.3% | |
| 5 | 85 | 5.3% | |
| 4 | 77 | 4.8% | |
| 6 | 68 | 4.2% | |
| 9 | 60 | 3.7% | |
| 7 | 58 | 3.6% | |
| 11 | 53 | 3.3% | |
| Other values (61) | 820 | 50.8% |
| Value | Count | Frequency (%) | |
| 0 | 100 | 6.2% | |
| 1 | 118 | 7.3% | |
| 2 | 86 | 5.3% | |
| 3 | 90 | 5.6% | |
| 4 | 77 | 4.8% |
| Value | Count | Frequency (%) | |
| 83 | 1 | 0.1% | |
| 79 | 1 | 0.1% | |
| 75 | 2 | 0.1% | |
| 74 | 1 | 0.1% | |
| 72 | 1 | 0.1% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9541795665634676 |
|---|---|
| Minimum | 0.0 |
| Maximum | 25.0 |
| Zeros | 659 |
| Zeros (%) | 40.8% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.699604047 |
|---|---|
| Coefficient of variation (CV) | 1.381451374 |
| Kurtosis | 8.62127873 |
| Mean | 1.954179567 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.366542932 |
| Sum | 3156 |
| Variance | 7.287862012 |
| Value | Count | Frequency (%) | |
| 0 | 659 | 40.8% | |
| 1 | 289 | 17.9% | |
| 2 | 202 | 12.5% | |
| 3 | 139 | 8.6% | |
| 4 | 111 | 6.9% | |
| 6 | 62 | 3.8% | |
| 5 | 50 | 3.1% | |
| 7 | 35 | 2.2% | |
| 8 | 19 | 1.2% | |
| 12 | 14 | 0.9% | |
| Other values (9) | 35 | 2.2% |
| Value | Count | Frequency (%) | |
| 0 | 659 | 40.8% | |
| 1 | 289 | 17.9% | |
| 2 | 202 | 12.5% | |
| 3 | 139 | 8.6% | |
| 4 | 111 | 6.9% |
| Value | Count | Frequency (%) | |
| 25 | 1 | 0.1% | |
| 21 | 1 | 0.1% | |
| 17 | 1 | 0.1% | |
| 16 | 3 | 0.2% | |
| 15 | 1 | 0.1% |
| Distinct count | 47 |
|---|---|
| Unique (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.149226006191951 |
|---|---|
| Minimum | 0.0 |
| Maximum | 60.0 |
| Zeros | 733 |
| Zeros (%) | 45.4% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 7 |
| 95-th percentile | 24 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 8.341199628 |
|---|---|
| Coefficient of variation (CV) | 1.619893867 |
| Kurtosis | 6.392143482 |
| Mean | 5.149226006 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.338394148 |
| Sum | 8316 |
| Variance | 69.57561123 |
| Value | Count | Frequency (%) | |
| 0 | 733 | 45.4% | |
| 1 | 125 | 7.7% | |
| 2 | 98 | 6.1% | |
| 3 | 67 | 4.1% | |
| 4 | 60 | 3.7% | |
| 6 | 57 | 3.5% | |
| 9 | 47 | 2.9% | |
| 7 | 47 | 2.9% | |
| 8 | 43 | 2.7% | |
| 5 | 35 | 2.2% | |
| Other values (37) | 303 | 18.8% |
| Value | Count | Frequency (%) | |
| 0 | 733 | 45.4% | |
| 1 | 125 | 7.7% | |
| 2 | 98 | 6.1% | |
| 3 | 67 | 4.1% | |
| 4 | 60 | 3.7% |
| Value | Count | Frequency (%) | |
| 60 | 1 | 0.1% | |
| 59 | 1 | 0.1% | |
| 48 | 1 | 0.1% | |
| 47 | 2 | 0.1% | |
| 46 | 1 | 0.1% |
| Distinct count | 30 |
|---|---|
| Unique (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.521362229102167 |
|---|---|
| Minimum | 0.0 |
| Maximum | 34.0 |
| Zeros | 463 |
| Zeros (%) | 28.7% |
| Memory size | 12.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 15 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.200860965 |
|---|---|
| Coefficient of variation (CV) | 1.150286286 |
| Kurtosis | 3.02599718 |
| Mean | 4.521362229 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.579147324 |
| Sum | 7302 |
| Variance | 27.04895477 |
| Value | Count | Frequency (%) | |
| 0 | 463 | 28.7% | |
| 1 | 165 | 10.2% | |
| 2 | 138 | 8.5% | |
| 3 | 122 | 7.6% | |
| 5 | 108 | 6.7% | |
| 4 | 103 | 6.4% | |
| 6 | 78 | 4.8% | |
| 8 | 63 | 3.9% | |
| 7 | 60 | 3.7% | |
| 10 | 52 | 3.2% | |
| Other values (20) | 263 | 16.3% |
| Value | Count | Frequency (%) | |
| 0 | 463 | 28.7% | |
| 1 | 165 | 10.2% | |
| 2 | 138 | 8.5% | |
| 3 | 122 | 7.6% | |
| 4 | 103 | 6.4% |
| Value | Count | Frequency (%) | |
| 34 | 1 | 0.1% | |
| 33 | 1 | 0.1% | |
| 31 | 2 | 0.1% | |
| 26 | 1 | 0.1% | |
| 25 | 2 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Client | Sex | Age | Tenure | Count_CA | Count_SA | Count_MF | Count_OVD | Count_CC | Count_CL | ActBal_CA | ActBal_SA | ActBal_MF | ActBal_OVD | ActBal_CC | ActBal_CL | VolumeCred | VolumeCred_CA | TransactionsCred | TransactionsCred_CA | VolumeDeb | VolumeDeb_CA | VolumeDebCash_Card | VolumeDebCashless_Card | VolumeDeb_PaymentOrder | TransactionsDeb | TransactionsDeb_CA | TransactionsDebCash_Card | TransactionsDebCashless_Card | TransactionsDeb_PaymentOrder | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 909 | 0 | 21 | 27 | 1 | 0.0 | 0.0 | 1.0 | 0.0 | 1.0 | 4.710714 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 4291.996429 | 789.129643 | 738.230000 | 4.0 | 3.0 | 450.678571 | 448.892857 | 178.571429 | 0.000000 | 166.571429 | 8.0 | 7.0 | 1.0 | 0.0 | 4.0 |
| 1 | 1217 | 0 | 38 | 165 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6752.244643 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.000000 | 0.002143 | 0.002143 | 1.0 | 1.0 | 714.285714 | 714.285714 | 0.000000 | 0.000000 | 714.285714 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 |
| 2 | 850 | 1 | 49 | 44 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 43.523214 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.000000 | 1392.402857 | 1392.402857 | 3.0 | 3.0 | 1226.345357 | 1226.345357 | 0.000000 | 0.000000 | 121.928571 | 6.0 | 6.0 | 0.0 | 0.0 | 1.0 |
| 3 | 1473 | 0 | 54 | 34 | 1 | 1.0 | 0.0 | 0.0 | 1.0 | 1.0 | 29.024286 | 14447.801429 | 0.000000 | 0.0000 | 653.910000 | 1132.590357 | 1787.127500 | 939.128929 | 14.0 | 5.0 | 3875.137857 | 3794.580714 | 357.142857 | 444.597500 | 2076.785714 | 48.0 | 38.0 | 1.0 | 26.0 | 11.0 |
| 4 | 1038 | 0 | 29 | 106 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 27.035714 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.000000 | 0.006071 | 0.006071 | 1.0 | 1.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 5 | 225 | 0 | 14 | 187 | 1 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 345.686071 | 0.000000 | 0.000000 | 618.3975 | 0.000000 | 0.000000 | 0.007500 | 0.007500 | 1.0 | 1.0 | 130.521429 | 130.521429 | 0.000000 | 111.235714 | 19.285714 | 5.0 | 5.0 | 0.0 | 4.0 | 1.0 |
| 6 | 699 | 0 | 37 | 175 | 1 | 0.0 | 4.0 | 1.0 | 0.0 | 0.0 | 1823.057143 | 0.000000 | 18491.444286 | 0.0000 | 0.000000 | 0.000000 | 1033.496071 | 778.370000 | 8.0 | 6.0 | 661.483214 | 566.126071 | 89.285714 | 0.000000 | 216.892857 | 13.0 | 10.0 | 2.0 | 0.0 | 5.0 |
| 7 | 827 | 0 | 57 | 50 | 1 | 0.0 | 0.0 | 1.0 | 1.0 | 0.0 | 49.193571 | 0.000000 | 0.000000 | 0.0000 | 0.464286 | 0.000000 | 1755.281786 | 1750.404286 | 9.0 | 6.0 | 1474.321429 | 1455.035714 | 607.142857 | 17.857143 | 843.250000 | 26.0 | 23.0 | 4.0 | 1.0 | 17.0 |
| 8 | 1231 | 1 | 6 | 232 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 819.853929 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.000000 | 0.015714 | 0.015714 | 2.0 | 2.0 | 2257.000000 | 2257.000000 | 2250.000000 | 0.000000 | 0.000000 | 9.0 | 9.0 | 6.0 | 0.0 | 0.0 |
| 9 | 528 | 1 | 19 | 70 | 1 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 0.000000 | 435.682143 | 435.682143 | 2.0 | 2.0 | 390.056429 | 390.056429 | 125.000000 | 70.842143 | 190.821429 | 10.0 | 10.0 | 4.0 | 3.0 | 2.0 |
Last rows
| Client | Sex | Age | Tenure | Count_CA | Count_SA | Count_MF | Count_OVD | Count_CC | Count_CL | ActBal_CA | ActBal_SA | ActBal_MF | ActBal_OVD | ActBal_CC | ActBal_CL | VolumeCred | VolumeCred_CA | TransactionsCred | TransactionsCred_CA | VolumeDeb | VolumeDeb_CA | VolumeDebCash_Card | VolumeDebCashless_Card | VolumeDeb_PaymentOrder | TransactionsDeb | TransactionsDeb_CA | TransactionsDebCash_Card | TransactionsDebCashless_Card | TransactionsDeb_PaymentOrder | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1605 | 833 | 0 | 36 | 150 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 3017.641429 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1606 | 573 | 1 | 56 | 77 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1243.505714 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 760.966429 | 760.966429 | 3.0 | 3.0 | 713.569643 | 713.569643 | 357.142857 | 114.962500 | 228.250000 | 14.0 | 14.0 | 3.0 | 4.0 | 4.0 |
| 1607 | 621 | 1 | 37 | 152 | 1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1249.709643 | 0.001429 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 7.397857 | 0.002500 | 3.0 | 1.0 | 0.288929 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 1608 | 464 | 0 | 68 | 153 | 2 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2249.049643 | 0.000000 | 0.000000 | 237.297143 | 0.0 | 0.000000 | 811.332857 | 811.332857 | 3.0 | 3.0 | 577.385714 | 577.385714 | 160.714286 | 65.421429 | 347.857143 | 12.0 | 12.0 | 2.0 | 3.0 | 6.0 |
| 1609 | 1276 | 0 | 28 | 145 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 13915.925357 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 1764.589286 | 610.893214 | 514.313214 | 4.0 | 3.0 | 165.928571 | 155.107143 | 35.714286 | 0.000000 | 0.000000 | 6.0 | 4.0 | 1.0 | 0.0 | 0.0 |
| 1610 | 409 | 0 | 31 | 91 | 1 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 348.402857 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 469.179643 | 469.179643 | 3.0 | 3.0 | 465.092857 | 465.092857 | 178.571429 | 11.414286 | 271.714286 | 12.0 | 12.0 | 1.0 | 1.0 | 9.0 |
| 1611 | 384 | 0 | 23 | 160 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2418.876786 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 87.500357 | 87.500357 | 2.0 | 2.0 | 88.443929 | 88.443929 | 50.000000 | 37.372500 | 1.071429 | 8.0 | 8.0 | 2.0 | 5.0 | 1.0 |
| 1612 | 977 | 0 | 46 | 59 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2639.308571 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 71.428571 | 71.428571 | 1.0 | 1.0 | 76.103571 | 76.103571 | 75.000000 | 1.067857 | 0.035714 | 4.0 | 4.0 | 2.0 | 1.0 | 1.0 |
| 1613 | 629 | 1 | 61 | 173 | 1 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 61.766786 | 0.000000 | 34387.583571 | 0.000000 | 0.0 | 0.000000 | 1064.190000 | 1064.190000 | 3.0 | 3.0 | 817.462143 | 817.462143 | 660.714286 | 41.355000 | 115.178571 | 17.0 | 17.0 | 3.0 | 5.0 | 8.0 |
| 1614 | 1466 | 0 | 63 | 97 | 1 | 0.0 | 0.0 | 1.0 | 0.0 | 0.0 | 21.627500 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.000000 | 742.597143 | 742.597143 | 4.0 | 4.0 | 624.428571 | 624.428571 | 71.428571 | 23.214286 | 526.392857 | 6.0 | 6.0 | 1.0 | 1.0 | 3.0 |